{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "simuPOP Version 1.1.8.3 : Copyright (c) 2004-2016 Bo Peng\n",
      "Revision 4553 (Feb 11 2017) for Python 3.6.0 (64bit, 1thread)\n",
      "Random Number Generator is set to mt19937 with random seed 0xbb8af3f297df601f.\n",
      "This is the standard short allele version with 256 maximum allelic states.\n",
      "For more information, please visit http://simupop.sourceforge.net,\n",
      "or email simupop-list@lists.sourceforge.net (subscription required).\n"
     ]
    }
   ],
   "source": [
    "from collections import OrderedDict\n",
    "from copy import deepcopy\n",
    "\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import simuPOP as sp\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "num_loci = 10\n",
    "pop_size = 100\n",
    "num_gens = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "init_ops = OrderedDict()\n",
    "pre_ops = OrderedDict()\n",
    "post_ops = OrderedDict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pops = sp.Population(pop_size, loci=[1] * num_loci)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "init_ops['Sex'] = sp.InitSex()\n",
    "init_ops['Freq'] = sp.InitGenotype(freq=[0.5, 0.5])\n",
    "post_ops['Stat-freq'] = sp.Stat(alleleFreq=sp.ALL_AVAIL)\n",
    "post_ops['Stat-freq-eval'] = sp.PyEval(r\"'%d %.2f\\n' % (gen, alleleFreq[0][0])\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "mating_scheme = sp.RandomMating()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 0.54\n",
      "1 0.60\n",
      "2 0.64\n",
      "3 0.62\n",
      "4 0.62\n",
      "5 0.57\n",
      "6 0.53\n",
      "7 0.55\n",
      "8 0.52\n",
      "9 0.49\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(10,)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sim = sp.Simulator(pops, rep=1)\n",
    "sim.evolve(initOps=list(init_ops.values()), preOps=list(pre_ops.values()), postOps=list(post_ops.values()),\n",
    "           matingScheme=mating_scheme, gen=num_gens)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def init_accumulators(pop, param):\n",
    "    accumulators = param\n",
    "    for accumulator in accumulators:\n",
    "        pop.vars()[accumulator] = []\n",
    "    return True\n",
    "\n",
    "def update_accumulator(pop, param):\n",
    "    accumulator, var = param\n",
    "    pop.vars()[accumulator].append(deepcopy(pop.vars()[var]))\n",
    "    return True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def calc_exp_he(pop):\n",
    "    #assuming bi-allelic markers coded as 0 and 1\n",
    "    #sample size not corrected - OK\n",
    "    pop.dvars().expHe = {}\n",
    "    for locus, freqs in pop.dvars().alleleFreq.items():\n",
    "        f0 = freqs[0]\n",
    "        pop.dvars().expHe[locus] = 1 - f0**2 - (1 - f0)**2\n",
    "    return True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "init_ops['accumulators'] = sp.PyOperator(init_accumulators, param=['num_males', 'exp_he'])\n",
    "post_ops['Stat-males'] = sp.Stat(numOfMales=True)\n",
    "post_ops['ExpHe'] = sp.PyOperator(calc_exp_he)\n",
    "post_ops['male_accumulation'] = sp.PyOperator(update_accumulator, param=('num_males', 'numOfMales'))\n",
    "post_ops['expHe_accumulation'] = sp.PyOperator(update_accumulator, param=('exp_he', 'expHe'))\n",
    "#remember ordering\n",
    "#generation step"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "del post_ops['Stat-freq-eval']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100,)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_gens = 100\n",
    "pops_500 = sp.Population(500, loci=[1] * num_loci)\n",
    "sim = sp.Simulator(pops_500, rep=1)\n",
    "sim.evolve(initOps=list(init_ops.values()), preOps=list(pre_ops.values()), postOps=list(post_ops.values()),\n",
    "           matingScheme=mating_scheme, gen=num_gens)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pop_500_after = deepcopy(sim.population(0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100,)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pops_40 = sp.Population(40, loci=[1] * num_loci)\n",
    "sim = sp.Simulator(pops_40, rep=1)\n",
    "sim.evolve(initOps=list(init_ops.values()), preOps=list(pre_ops.values()), postOps=list(post_ops.values()),\n",
    "           matingScheme=mating_scheme, gen=num_gens)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pop_40_after = deepcopy(sim.population(0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def calc_loci_stat(var, fun):\n",
    "    stat = []\n",
    "    for gen_data in var:\n",
    "        stat.append(fun(list(gen_data.values())))\n",
    "    return stat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('white')\n",
    "fig, axs = plt.subplots(1, 2, figsize=(16, 9), sharey=True, squeeze=False)\n",
    "def plot_pop(ax1, pop):\n",
    "    for locus in range(num_loci):\n",
    "        ax1.plot([x[locus] for x in pop.dvars().exp_he], color=(0.75, 0.75, 0.75))\n",
    "    mean_exp_he = calc_loci_stat(pop.dvars().exp_he, np.mean)\n",
    "    ax1.plot(mean_exp_he, color='r')\n",
    "\n",
    "axs[0, 0].set_title('PopSize: 40')\n",
    "axs[0, 1].set_title('PopSize: 500')\n",
    "axs[0, 0].set_ylabel('Expected heterozygosity')\n",
    "plot_pop(axs[0, 0], pop_40_after)\n",
    "plot_pop(axs[0, 1], pop_500_after)\n",
    "ax = fig.add_subplot(4, 4, 6)\n",
    "ax.set_title('Distribution of number of males')\n",
    "ax.boxplot(pop_40_after.dvars().num_males)\n",
    "ax = fig.add_subplot(4, 4, 16)\n",
    "ax.set_title('Distribution of number of males')\n",
    "ax.boxplot(pop_500_after.dvars().num_males)\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
